Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 30998 |
| Missing cells | 28582 |
| Missing cells (%) | 4.9% |
| Duplicate rows | 908 |
| Duplicate rows (%) | 2.9% |
| Total size in memory | 4.5 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Unsupported | 1 |
| Numeric | 16 |
| Dataset has 908 (2.9%) duplicate rows | Duplicates |
iso_code has a high cardinality: 64 distinct values | High cardinality |
location has a high cardinality: 64 distinct values | High cardinality |
total_cases is highly correlated with iso_code and 3 other fields | High correlation |
new_cases is highly correlated with iso_code and 3 other fields | High correlation |
total_cases_per_million is highly correlated with iso_code and 4 other fields | High correlation |
new_cases_per_million is highly correlated with total_cases and 2 other fields | High correlation |
median_age is highly correlated with iso_code and 11 other fields | High correlation |
aged_65_older is highly correlated with iso_code and 13 other fields | High correlation |
aged_70_older is highly correlated with iso_code and 12 other fields | High correlation |
gdp_per_capita is highly correlated with iso_code and 10 other fields | High correlation |
cardiovasc_death_rate is highly correlated with iso_code and 9 other fields | High correlation |
hospital_beds_per_thousand is highly correlated with iso_code and 9 other fields | High correlation |
life_expectancy is highly correlated with iso_code and 9 other fields | High correlation |
human_development_index is highly correlated with iso_code and 11 other fields | High correlation |
population is highly correlated with iso_code and 5 other fields | High correlation |
location is highly correlated with iso_code and 15 other fields | High correlation |
iso_code is highly correlated with location and 15 other fields | High correlation |
stringency_index is highly correlated with iso_code and 5 other fields | High correlation |
population_density is highly correlated with iso_code and 4 other fields | High correlation |
diabetes_prevalence is highly correlated with iso_code and 9 other fields | High correlation |
stringency_index has 4320 (13.9%) missing values | Missing |
population_density has 2470 (8.0%) missing values | Missing |
median_age has 1970 (6.4%) missing values | Missing |
aged_65_older has 2981 (9.6%) missing values | Missing |
aged_70_older has 2462 (7.9%) missing values | Missing |
gdp_per_capita has 2490 (8.0%) missing values | Missing |
cardiovasc_death_rate has 1970 (6.4%) missing values | Missing |
diabetes_prevalence has 2008 (6.5%) missing values | Missing |
hospital_beds_per_thousand has 4890 (15.8%) missing values | Missing |
life_expectancy has 505 (1.6%) missing values | Missing |
human_development_index has 2514 (8.1%) missing values | Missing |
new_cases_per_million is highly skewed (γ1 = 23.30413895) | Skewed |
date is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
new_cases has 6939 (22.4%) zeros | Zeros |
new_cases_per_million has 6939 (22.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-03 18:40:41.893979 |
|---|---|
| Analysis finished | 2022-11-03 18:41:52.574298 |
| Duration | 1 minute and 10.68 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 242.3 KiB |
| OWID_WRL | 536 |
|---|---|
| VNM | 535 |
| THA | 535 |
| USA | 535 |
| TWN | 535 |
| Other values (59) |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.167914059 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98199 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PAK |
|---|---|
| 2nd row | PAK |
| 3rd row | PAK |
| 4th row | PAK |
| 5th row | PAK |
Common Values
| Value | Count | Frequency (%) |
| OWID_WRL | 536 | 1.7% |
| VNM | 535 | 1.7% |
| THA | 535 | 1.7% |
| USA | 535 | 1.7% |
| TWN | 535 | 1.7% |
| KOR | 535 | 1.7% |
| SGP | 535 | 1.7% |
| LKA | 531 | 1.7% |
| ARE | 529 | 1.7% |
| PHL | 528 | 1.7% |
| Other values (54) | 25664 |
Length
| Value | Count | Frequency (%) |
| owid_wrl | 536 | 1.7% |
| twn | 535 | 1.7% |
| sgp | 535 | 1.7% |
| kor | 535 | 1.7% |
| vnm | 535 | 1.7% |
| usa | 535 | 1.7% |
| tha | 535 | 1.7% |
| lka | 531 | 1.7% |
| are | 529 | 1.7% |
| phl | 528 | 1.7% |
| Other values (54) | 25664 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 11861 | 12.1% |
| R | 8535 | 8.7% |
| A | 8004 | 8.2% |
| T | 7579 | 7.7% |
| P | 5983 | 6.1% |
| U | 5706 | 5.8% |
| E | 5450 | 5.5% |
| N | 4960 | 5.1% |
| O | 4029 | 4.1% |
| W | 3835 | 3.9% |
| Other values (16) | 32257 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 97158 | |
| Connector Punctuation | 1041 | 1.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 11861 | 12.2% |
| R | 8535 | 8.8% |
| A | 8004 | 8.2% |
| T | 7579 | 7.8% |
| P | 5983 | 6.2% |
| U | 5706 | 5.9% |
| E | 5450 | 5.6% |
| N | 4960 | 5.1% |
| O | 4029 | 4.1% |
| W | 3835 | 3.9% |
| Other values (15) | 31216 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1041 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 97158 | |
| Common | 1041 | 1.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 11861 | 12.2% |
| R | 8535 | 8.8% |
| A | 8004 | 8.2% |
| T | 7579 | 7.8% |
| P | 5983 | 6.2% |
| U | 5706 | 5.9% |
| E | 5450 | 5.6% |
| N | 4960 | 5.1% |
| O | 4029 | 4.1% |
| W | 3835 | 3.9% |
| Other values (15) | 31216 |
Common
| Value | Count | Frequency (%) |
| _ | 1041 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98199 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 11861 | 12.1% |
| R | 8535 | 8.7% |
| A | 8004 | 8.2% |
| T | 7579 | 7.7% |
| P | 5983 | 6.1% |
| U | 5706 | 5.8% |
| E | 5450 | 5.5% |
| N | 4960 | 5.1% |
| O | 4029 | 4.1% |
| W | 3835 | 3.9% |
| Other values (16) | 32257 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 242.3 KiB |
| World | 536 |
|---|---|
| Vietnam | 535 |
| Thailand | 535 |
| United States | 535 |
| Taiwan | 535 |
| Other values (59) |
Length
| Max length | 32 |
|---|---|
| Median length | 19 |
| Mean length | 9.275146784 |
| Min length | 4 |
Characters and Unicode
| Total characters | 287511 |
|---|---|
| Distinct characters | 43 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pakistan |
|---|---|
| 2nd row | Pakistan |
| 3rd row | Pakistan |
| 4th row | Pakistan |
| 5th row | Pakistan |
Common Values
| Value | Count | Frequency (%) |
| World | 536 | 1.7% |
| Vietnam | 535 | 1.7% |
| Thailand | 535 | 1.7% |
| United States | 535 | 1.7% |
| Taiwan | 535 | 1.7% |
| South Korea | 535 | 1.7% |
| Singapore | 535 | 1.7% |
| Sri Lanka | 531 | 1.7% |
| United Arab Emirates | 529 | 1.7% |
| Philippines | 528 | 1.7% |
| Other values (54) | 25664 |
Length
| Value | Count | Frequency (%) |
| south | 1995 | 4.5% |
| and | 1902 | 4.3% |
| united | 1591 | 3.6% |
| saint | 1441 | 3.2% |
| sudan | 946 | 2.1% |
| world | 536 | 1.2% |
| taiwan | 535 | 1.2% |
| korea | 535 | 1.2% |
| thailand | 535 | 1.2% |
| states | 535 | 1.2% |
| Other values (71) | 33974 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 42169 | |
| i | 27284 | 9.5% |
| n | 25991 | 9.0% |
| e | 22234 | 7.7% |
| S | 13867 | 4.8% |
| 13527 | 4.7% | |
| r | 13424 | 4.7% |
| t | 13221 | 4.6% |
| o | 12454 | 4.3% |
| d | 10740 | 3.7% |
| Other values (33) | 92600 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 231845 | |
| Uppercase Letter | 42139 | 14.7% |
| Space Separator | 13527 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 42169 | |
| i | 27284 | |
| n | 25991 | |
| e | 22234 | |
| r | 13424 | 5.8% |
| t | 13221 | 5.7% |
| o | 12454 | 5.4% |
| d | 10740 | 4.6% |
| u | 10286 | 4.4% |
| l | 7543 | 3.3% |
| Other values (14) | 46499 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 13867 | |
| T | 5366 | 12.7% |
| P | 4922 | 11.7% |
| U | 3531 | 8.4% |
| V | 2238 | 5.3% |
| A | 2023 | 4.8% |
| K | 1535 | 3.6% |
| R | 1512 | 3.6% |
| L | 1482 | 3.5% |
| G | 962 | 2.3% |
| Other values (8) | 4701 | 11.2% |
Space Separator
| Value | Count | Frequency (%) |
| 13527 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 273984 | |
| Common | 13527 | 4.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 42169 | |
| i | 27284 | 10.0% |
| n | 25991 | 9.5% |
| e | 22234 | 8.1% |
| S | 13867 | 5.1% |
| r | 13424 | 4.9% |
| t | 13221 | 4.8% |
| o | 12454 | 4.5% |
| d | 10740 | 3.9% |
| u | 10286 | 3.8% |
| Other values (32) | 82314 |
Common
| Value | Count | Frequency (%) |
| 13527 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 287511 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 42169 | |
| i | 27284 | 9.5% |
| n | 25991 | 9.0% |
| e | 22234 | 7.7% |
| S | 13867 | 4.8% |
| 13527 | 4.7% | |
| r | 13424 | 4.7% |
| t | 13221 | 4.6% |
| o | 12454 | 4.3% |
| d | 10740 | 3.7% |
| Other values (33) | 92600 |
| Distinct | 19889 |
|---|---|
| Distinct (%) | 64.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1769545.217 |
| Minimum | 1 |
|---|---|
| Maximum | 186000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 943 |
| median | 13569 |
| Q3 | 220800 |
| 95-th percentile | 3835023.4 |
| Maximum | 186000000 |
| Range | 185999999 |
| Interquartile range (IQR) | 219857 |
Descriptive statistics
| Standard deviation | 11834911.17 |
|---|---|
| Coefficient of variation (CV) | 6.688108932 |
| Kurtosis | 136.7622935 |
| Mean | 1769545.217 |
| Median Absolute Deviation (MAD) | 13556 |
| Skewness | 11.06952215 |
| Sum | 5.485059308 × 1010 |
| Variance | 1.400651224 × 1014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 509 | 435 | 1.4% |
| 1 | 401 | 1.3% |
| 27 | 348 | 1.1% |
| 3 | 278 | 0.9% |
| 2 | 211 | 0.7% |
| 12 | 196 | 0.6% |
| 17 | 185 | 0.6% |
| 13308 | 164 | 0.5% |
| 4 | 160 | 0.5% |
| 11 | 139 | 0.4% |
| Other values (19879) | 28480 |
| Value | Count | Frequency (%) |
| 1 | 401 | |
| 2 | 211 | |
| 3 | 278 | |
| 4 | 160 | 0.5% |
| 5 | 45 | 0.1% |
| 6 | 38 | 0.1% |
| 7 | 54 | 0.2% |
| 8 | 131 | 0.4% |
| 9 | 39 | 0.1% |
| 10 | 84 | 0.3% |
| Value | Count | Frequency (%) |
| 186000000 | 3 | |
| 185000000 | 2 | |
| 184000000 | 2 | |
| 183000000 | 3 | |
| 182000000 | 2 | |
| 181000000 | 3 | |
| 180000000 | 3 | |
| 179000000 | 2 | |
| 178000000 | 3 | |
| 177000000 | 3 |
| Distinct | 6766 |
|---|---|
| Distinct (%) | 21.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9532.992741 |
| Minimum | -74347 |
|---|---|
| Maximum | 906017 |
| Zeros | 6939 |
| Zeros (%) | 22.4% |
| Negative | 20 |
| Negative (%) | 0.1% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | -74347 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 75 |
| Q3 | 1075 |
| 95-th percentile | 23634.55 |
| Maximum | 906017 |
| Range | 980364 |
| Interquartile range (IQR) | 1074 |
Descriptive statistics
| Standard deviation | 57106.71986 |
|---|---|
| Coefficient of variation (CV) | 5.990429387 |
| Kurtosis | 103.3907676 |
| Mean | 9532.992741 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 9.562198231 |
| Sum | 295503709 |
| Variance | 3261177454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6939 | 22.4% |
| 1 | 862 | 2.8% |
| 2 | 536 | 1.7% |
| 3 | 406 | 1.3% |
| 4 | 372 | 1.2% |
| 5 | 337 | 1.1% |
| 6 | 301 | 1.0% |
| 7 | 291 | 0.9% |
| 8 | 232 | 0.7% |
| 9 | 217 | 0.7% |
| Other values (6756) | 20505 |
| Value | Count | Frequency (%) |
| -74347 | 1 | |
| -10034 | 1 | |
| -4787 | 1 | |
| -2362 | 1 | |
| -372 | 1 | |
| -161 | 1 | |
| -104 | 1 | |
| -21 | 1 | |
| -19 | 1 | |
| -16 | 1 |
| Value | Count | Frequency (%) |
| 906017 | 1 | |
| 903759 | 1 | |
| 899776 | 1 | |
| 897654 | 1 | |
| 889973 | 1 | |
| 880884 | 1 | |
| 879011 | 1 | |
| 870015 | 1 | |
| 854935 | 1 | |
| 854101 | 1 |
| Distinct | 23890 |
|---|---|
| Distinct (%) | 77.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13914.38625 |
| Minimum | 0.003 |
|---|---|
| Maximum | 169605.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 0.003 |
|---|---|
| 5-th percentile | 3.256 |
| Q1 | 158.044 |
| median | 1701.452 |
| Q3 | 14745.14 |
| 95-th percentile | 72842.272 |
| Maximum | 169605.5 |
| Range | 169605.497 |
| Interquartile range (IQR) | 14587.096 |
Descriptive statistics
| Standard deviation | 25091.04914 |
|---|---|
| Coefficient of variation (CV) | 1.803245123 |
| Kurtosis | 6.369535168 |
| Mean | 13914.38625 |
| Median Absolute Deviation (MAD) | 1692.931 |
| Skewness | 2.453856398 |
| Sum | 431304230.5 |
| Variance | 629560746.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.521 | 429 | 1.4% |
| 33374.54 | 267 | 0.9% |
| 1395.313 | 164 | 0.5% |
| 14833.13 | 159 | 0.5% |
| 15.12 | 146 | 0.5% |
| 3.256 | 118 | 0.4% |
| 18.203 | 102 | 0.3% |
| 29.117 | 86 | 0.3% |
| 111.857 | 82 | 0.3% |
| 10.08 | 81 | 0.3% |
| Other values (23880) | 29363 |
| Value | Count | Frequency (%) |
| 0.003 | 1 | < 0.1% |
| 0.005 | 3 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 3 | < 0.1% |
| 0.009 | 7 | < 0.1% |
| 0.012 | 2 | < 0.1% |
| 0.014 | 31 | |
| 0.015 | 3 | < 0.1% |
| 0.017 | 5 | < 0.1% |
| 0.018 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 169605.5 | 3 | < 0.1% |
| 165792.2 | 3 | < 0.1% |
| 161246.7 | 3 | < 0.1% |
| 158419.8 | 4 | < 0.1% |
| 153711.6 | 3 | < 0.1% |
| 150038.3 | 6 | < 0.1% |
| 150008.8 | 7 | < 0.1% |
| 149979.4 | 28 | |
| 149949.9 | 7 | < 0.1% |
| 149891 | 7 | < 0.1% |
| Distinct | 15200 |
|---|---|
| Distinct (%) | 49.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.7413959 |
| Minimum | -1590.15 |
|---|---|
| Maximum | 18293.68 |
| Zeros | 6939 |
| Zeros (%) | 22.4% |
| Negative | 20 |
| Negative (%) | 0.1% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | -1590.15 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.084 |
| median | 7.1385 |
| Q3 | 65.349 |
| 95-th percentile | 378.01495 |
| Maximum | 18293.68 |
| Range | 19883.83 |
| Interquartile range (IQR) | 65.265 |
Descriptive statistics
| Standard deviation | 254.9380578 |
|---|---|
| Coefficient of variation (CV) | 3.237662412 |
| Kurtosis | 1155.265588 |
| Mean | 78.7413959 |
| Median Absolute Deviation (MAD) | 7.1385 |
| Skewness | 23.30413895 |
| Sum | 2440825.79 |
| Variance | 64993.41329 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6939 | 22.4% |
| 0.042 | 92 | 0.3% |
| 4.563 | 73 | 0.2% |
| 0.01 | 64 | 0.2% |
| 0.084 | 60 | 0.2% |
| 0.067 | 53 | 0.2% |
| 0.168 | 47 | 0.2% |
| 0.034 | 47 | 0.2% |
| 0.014 | 46 | 0.1% |
| 0.072 | 44 | 0.1% |
| Other values (15190) | 23533 |
| Value | Count | Frequency (%) |
| -1590.15 | 1 | |
| -559.844 | 1 | |
| -265.189 | 1 | |
| -214.609 | 1 | |
| -70.515 | 1 | |
| -34.794 | 1 | |
| -15.789 | 1 | |
| -7.956 | 1 | |
| -6.045 | 1 | |
| -2.274 | 1 |
| Value | Count | Frequency (%) |
| 18293.68 | 1 | |
| 10290.83 | 1 | |
| 9924.751 | 1 | |
| 8652.658 | 2 | |
| 6680.903 | 1 | |
| 5897.905 | 1 | |
| 5460.647 | 1 | |
| 5155.583 | 1 | |
| 5084.401 | 1 | |
| 5053.895 | 1 |
| Distinct | 162 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4320 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.32864083 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 85 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23.15 |
| Q1 | 43.52 |
| median | 58.8 |
| Q3 | 72.69 |
| 95-th percentile | 87.96 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 29.17 |
Descriptive statistics
| Standard deviation | 20.34080889 |
|---|---|
| Coefficient of variation (CV) | 0.3548105902 |
| Kurtosis | -0.4478641943 |
| Mean | 57.32864083 |
| Median Absolute Deviation (MAD) | 14.35 |
| Skewness | -0.3351492706 |
| Sum | 1529413.48 |
| Variance | 413.7485063 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69.44 | 550 | 1.8% |
| 64.81 | 531 | 1.7% |
| 50 | 531 | 1.7% |
| 50.93 | 518 | 1.7% |
| 71.3 | 508 | 1.6% |
| 60.19 | 473 | 1.5% |
| 23.15 | 456 | 1.5% |
| 63.89 | 453 | 1.5% |
| 47.22 | 441 | 1.4% |
| 31.48 | 431 | 1.4% |
| Other values (152) | 21786 | |
| (Missing) | 4320 | 13.9% |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 2.78 | 66 | |
| 5.56 | 67 | |
| 6.48 | 50 | 0.2% |
| 8.33 | 133 | |
| 11.11 | 145 | |
| 12.04 | 49 | 0.2% |
| 12.96 | 3 | < 0.1% |
| 13.89 | 94 | |
| 14.81 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 97 | |
| 97.22 | 8 | < 0.1% |
| 96.3 | 172 | |
| 94.44 | 94 | |
| 93.52 | 127 | |
| 92.59 | 43 | 0.1% |
| 91.67 | 50 | 0.2% |
| 90.74 | 176 | |
| 89.81 | 158 | |
| 88.89 | 84 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174331044.5 |
| Minimum | 809 |
|---|---|
| Maximum | 7790000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 809 |
|---|---|
| 5-th percentile | 98340 |
| Q1 | 5101416 |
| median | 14862927 |
| Q3 | 43849269 |
| 95-th percentile | 331000000 |
| Maximum | 7790000000 |
| Range | 7789999191 |
| Interquartile range (IQR) | 38747853 |
Descriptive statistics
| Standard deviation | 1012979445 |
|---|---|
| Coefficient of variation (CV) | 5.810665837 |
| Kurtosis | 52.25370075 |
| Mean | 174331044.5 |
| Median Absolute Deviation (MAD) | 14176049 |
| Skewness | 7.345455437 |
| Sum | 5.403913717 × 1012 |
| Variance | 1.026127355 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7790000000 | 536 | 1.7% |
| 97338583 | 535 | 1.7% |
| 69799978 | 535 | 1.7% |
| 331000000 | 535 | 1.7% |
| 23816775 | 535 | 1.7% |
| 51269183 | 535 | 1.7% |
| 5850343 | 535 | 1.7% |
| 21413250 | 531 | 1.7% |
| 9890400 | 529 | 1.7% |
| 110000000 | 528 | 1.7% |
| Other values (54) | 25664 |
| Value | Count | Frequency (%) |
| 809 | 492 | |
| 33938 | 500 | |
| 53192 | 473 | |
| 98340 | 484 | |
| 110947 | 484 | |
| 183629 | 484 | |
| 198410 | 235 | |
| 219161 | 461 | |
| 307150 | 243 | |
| 586634 | 484 |
| Value | Count | Frequency (%) |
| 7790000000 | 536 | |
| 431000000 | 505 | |
| 331000000 | 535 | |
| 221000000 | 502 | |
| 146000000 | 527 | |
| 110000000 | 528 | |
| 97338583 | 535 | |
| 84339067 | 486 | |
| 69799978 | 535 | |
| 67886004 | 527 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2470 |
| Missing (%) | 8.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 296.303544 |
| Minimum | 3.612 |
|---|---|
| Maximum | 7915.731 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 3.612 |
|---|---|
| 5-th percentile | 15.322 |
| Q1 | 42.729 |
| median | 93.105 |
| Q3 | 214.243 |
| 95-th percentile | 556.667 |
| Maximum | 7915.731 |
| Range | 7912.119 |
| Interquartile range (IQR) | 171.514 |
Descriptive statistics
| Standard deviation | 1064.769658 |
|---|---|
| Coefficient of variation (CV) | 3.593509694 |
| Kurtosis | 46.18993025 |
| Mean | 296.303544 |
| Median Absolute Deviation (MAD) | 69.605 |
| Skewness | 6.867257111 |
| Sum | 8452947.503 |
| Variance | 1133734.424 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.045 | 536 | 1.7% |
| 7915.731 | 535 | 1.7% |
| 308.127 | 535 | 1.7% |
| 35.608 | 535 | 1.7% |
| 135.132 | 535 | 1.7% |
| 527.967 | 535 | 1.7% |
| 341.955 | 531 | 1.7% |
| 112.442 | 529 | 1.7% |
| 351.873 | 528 | 1.7% |
| 272.898 | 527 | 1.7% |
| Other values (49) | 23202 | |
| (Missing) | 2470 | 8.0% |
| Value | Count | Frequency (%) |
| 3.612 | 484 | |
| 8.823 | 527 | |
| 15.322 | 496 | |
| 17.144 | 490 | |
| 18.22 | 478 | |
| 19.751 | 485 | |
| 21.841 | 272 | |
| 22.662 | 243 | |
| 22.995 | 480 | |
| 23.258 | 484 |
| Value | Count | Frequency (%) |
| 7915.731 | 535 | |
| 778.202 | 493 | |
| 556.667 | 500 | |
| 527.967 | 535 | |
| 494.869 | 484 | |
| 351.873 | 528 | |
| 341.955 | 531 | |
| 308.127 | 535 | |
| 293.187 | 484 | |
| 281.787 | 484 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1970 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.68835607 |
| Minimum | 16.4 |
|---|---|
| Maximum | 46.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 16.4 |
|---|---|
| 5-th percentile | 17.7 |
| Q1 | 20.8 |
| median | 31.6 |
| Q3 | 40.1 |
| 95-th percentile | 44.5 |
| Maximum | 46.2 |
| Range | 29.8 |
| Interquartile range (IQR) | 19.3 |
Descriptive statistics
| Standard deviation | 9.236321861 |
|---|---|
| Coefficient of variation (CV) | 0.3009715424 |
| Kurtosis | -1.376671719 |
| Mean | 30.68835607 |
| Median Absolute Deviation (MAD) | 9.4 |
| Skewness | 0.01610687223 |
| Sum | 890821.6 |
| Variance | 85.30964152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.9 | 994 | 3.2% |
| 41.2 | 984 | 3.2% |
| 36.2 | 968 | 3.1% |
| 17.7 | 962 | 3.1% |
| 18.7 | 957 | 3.1% |
| 20.3 | 941 | 3.0% |
| 30.9 | 536 | 1.7% |
| 42.4 | 535 | 1.7% |
| 40.1 | 535 | 1.7% |
| 38.3 | 535 | 1.7% |
| Other values (44) | 21081 | |
| (Missing) | 1970 | 6.4% |
| Value | Count | Frequency (%) |
| 16.4 | 477 | |
| 16.8 | 482 | |
| 17.7 | 962 | |
| 18 | 476 | |
| 18.7 | 957 | |
| 19.1 | 467 | |
| 19.2 | 462 | |
| 19.4 | 492 | |
| 19.6 | 478 | |
| 19.7 | 484 |
| Value | Count | Frequency (%) |
| 46.2 | 496 | |
| 45.5 | 526 | |
| 44.5 | 493 | |
| 43.4 | 535 | |
| 43.1 | 502 | |
| 43 | 501 | |
| 42.4 | 535 | |
| 42.2 | 535 | |
| 41.8 | 494 | |
| 41.4 | 495 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2981 |
| Missing (%) | 9.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.59813167 |
| Minimum | 1.144 |
|---|---|
| Maximum | 21.502 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 1.144 |
|---|---|
| 5-th percentile | 2.168 |
| Q1 | 3.295 |
| median | 7.15 |
| Q3 | 14.178 |
| 95-th percentile | 19.436 |
| Maximum | 21.502 |
| Range | 20.358 |
| Interquartile range (IQR) | 10.883 |
Descriptive statistics
| Standard deviation | 5.967122673 |
|---|---|
| Coefficient of variation (CV) | 0.694002244 |
| Kurtosis | -0.9627484729 |
| Mean | 8.59813167 |
| Median Absolute Deviation (MAD) | 4.142 |
| Skewness | 0.6456300947 |
| Sum | 240893.855 |
| Variance | 35.606553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.696 | 536 | 1.7% |
| 13.914 | 535 | 1.7% |
| 12.922 | 535 | 1.7% |
| 7.15 | 535 | 1.7% |
| 15.413 | 535 | 1.7% |
| 11.373 | 535 | 1.7% |
| 10.069 | 531 | 1.7% |
| 1.144 | 529 | 1.7% |
| 4.803 | 528 | 1.7% |
| 18.517 | 527 | 1.7% |
| Other values (48) | 22691 | |
| (Missing) | 2981 | 9.6% |
| Value | Count | Frequency (%) |
| 1.144 | 529 | |
| 1.307 | 498 | |
| 2.168 | 477 | |
| 2.48 | 480 | |
| 2.538 | 467 | |
| 2.731 | 482 | |
| 2.822 | 478 | |
| 2.839 | 492 | |
| 2.886 | 461 | |
| 2.922 | 457 |
| Value | Count | Frequency (%) |
| 21.502 | 496 | |
| 19.985 | 526 | |
| 19.436 | 526 | |
| 19.062 | 493 | |
| 18.517 | 527 | |
| 18.436 | 502 | |
| 17.85 | 501 | |
| 17.366 | 492 | |
| 16.763 | 494 | |
| 16.462 | 495 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2462 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.363135548 |
| Minimum | 0.526 |
|---|---|
| Maximum | 14.924 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 0.526 |
|---|---|
| 5-th percentile | 1.285 |
| Q1 | 1.897 |
| median | 4.229 |
| Q3 | 8.42025 |
| 95-th percentile | 13.433 |
| Maximum | 14.924 |
| Range | 14.398 |
| Interquartile range (IQR) | 6.52325 |
Descriptive statistics
| Standard deviation | 4.01341372 |
|---|---|
| Coefficient of variation (CV) | 0.7483334485 |
| Kurtosis | -0.553274358 |
| Mean | 5.363135548 |
| Median Absolute Deviation (MAD) | 2.384 |
| Skewness | 0.8284391251 |
| Sum | 153042.436 |
| Variance | 16.10748968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.355 | 536 | 1.7% |
| 7.049 | 535 | 1.7% |
| 4.718 | 535 | 1.7% |
| 9.732 | 535 | 1.7% |
| 6.89 | 535 | 1.7% |
| 8.353 | 535 | 1.7% |
| 8.622 | 535 | 1.7% |
| 5.331 | 531 | 1.7% |
| 0.526 | 529 | 1.7% |
| 2.661 | 528 | 1.7% |
| Other values (49) | 23202 | |
| (Missing) | 2462 | 7.9% |
| Value | Count | Frequency (%) |
| 0.526 | 529 | |
| 0.617 | 498 | |
| 1.285 | 467 | |
| 1.308 | 477 | |
| 1.496 | 482 | |
| 1.525 | 492 | |
| 1.542 | 480 | |
| 1.583 | 457 | |
| 1.642 | 484 | |
| 1.726 | 493 |
| Value | Count | Frequency (%) |
| 14.924 | 496 | |
| 13.799 | 526 | |
| 13.433 | 526 | |
| 12.93 | 493 | |
| 12.644 | 502 | |
| 12.527 | 527 | |
| 11.69 | 501 | |
| 11.133 | 495 | |
| 10.361 | 485 | |
| 10.202 | 494 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2490 |
| Missing (%) | 8.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21259.66612 |
| Minimum | 1390.3 |
|---|---|
| Maximum | 116935.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 1390.3 |
|---|---|
| 5-th percentile | 1569.888 |
| Q1 | 4449.898 |
| median | 12951.84 |
| Q3 | 28763.07 |
| 95-th percentile | 67293.48 |
| Maximum | 116935.6 |
| Range | 115545.3 |
| Interquartile range (IQR) | 24313.172 |
Descriptive statistics
| Standard deviation | 22849.76906 |
|---|---|
| Coefficient of variation (CV) | 1.074794352 |
| Kurtosis | 4.375845134 |
| Mean | 21259.66612 |
| Median Absolute Deviation (MAD) | 10361.36 |
| Skewness | 1.934011606 |
| Sum | 606070561.7 |
| Variance | 522111946.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15469.21 | 536 | 1.7% |
| 35938.37 | 535 | 1.7% |
| 85535.38 | 535 | 1.7% |
| 6171.884 | 535 | 1.7% |
| 54225.45 | 535 | 1.7% |
| 16277.67 | 535 | 1.7% |
| 11669.08 | 531 | 1.7% |
| 67293.48 | 529 | 1.7% |
| 7599.188 | 528 | 1.7% |
| 39753.24 | 527 | 1.7% |
| Other values (49) | 23182 | |
| (Missing) | 2490 | 8.0% |
| Value | Count | Frequency (%) |
| 1390.3 | 467 | |
| 1429.813 | 492 | |
| 1479.147 | 457 | |
| 1569.888 | 462 | |
| 1697.707 | 477 | |
| 1854.211 | 484 | |
| 1899.775 | 478 | |
| 2205.923 | 272 | |
| 2470.58 | 496 | |
| 2683.304 | 482 |
| Value | Count | Frequency (%) |
| 116935.6 | 498 | |
| 85535.38 | 535 | |
| 67293.48 | 529 | |
| 57410.17 | 502 | |
| 56861.47 | 500 | |
| 54225.45 | 535 | |
| 49045.41 | 496 | |
| 46949.28 | 526 | |
| 39753.24 | 527 | |
| 35938.37 | 535 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1970 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 265.7203056 |
| Minimum | 85.755 |
|---|---|
| Maximum | 724.417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 85.755 |
|---|---|
| 5-th percentile | 92.243 |
| Q1 | 171.285 |
| median | 241.219 |
| Q3 | 335.346 |
| 95-th percentile | 539.849 |
| Maximum | 724.417 |
| Range | 638.662 |
| Interquartile range (IQR) | 164.061 |
Descriptive statistics
| Standard deviation | 134.0078079 |
|---|---|
| Coefficient of variation (CV) | 0.5043190344 |
| Kurtosis | 0.9762589741 |
| Mean | 265.7203056 |
| Median Absolute Deviation (MAD) | 84.502 |
| Skewness | 0.9865088341 |
| Sum | 7713329.032 |
| Variance | 17958.09259 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 233.07 | 536 | 1.7% |
| 109.861 | 535 | 1.7% |
| 151.089 | 535 | 1.7% |
| 103.957 | 535 | 1.7% |
| 85.998 | 535 | 1.7% |
| 92.243 | 535 | 1.7% |
| 245.465 | 535 | 1.7% |
| 197.093 | 531 | 1.7% |
| 317.84 | 529 | 1.7% |
| 370.437 | 528 | 1.7% |
| Other values (50) | 23694 | |
| (Missing) | 1970 | 6.4% |
| Value | Count | Frequency (%) |
| 85.755 | 492 | |
| 85.998 | 535 | |
| 92.243 | 535 | |
| 99.403 | 526 | |
| 99.739 | 502 | |
| 103.957 | 535 | |
| 109.861 | 535 | |
| 122.137 | 527 | |
| 127.842 | 496 | |
| 128.346 | 488 |
| Value | Count | Frequency (%) |
| 724.417 | 483 | |
| 561.494 | 478 | |
| 546.3 | 243 | |
| 539.849 | 495 | |
| 495.003 | 457 | |
| 459.78 | 272 | |
| 439.415 | 492 | |
| 431.388 | 484 | |
| 431.297 | 527 | |
| 427.698 | 437 |
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2008 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.395268713 |
| Minimum | 1.82 |
|---|---|
| Maximum | 18.68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 1.82 |
|---|---|
| 5-th percentile | 2.42 |
| Q1 | 5.91 |
| median | 7.25 |
| Q3 | 10.68 |
| 95-th percentile | 17.26 |
| Maximum | 18.68 |
| Range | 16.86 |
| Interquartile range (IQR) | 4.77 |
Descriptive statistics
| Standard deviation | 3.905789579 |
|---|---|
| Coefficient of variation (CV) | 0.4652369938 |
| Kurtosis | 0.2470358436 |
| Mean | 8.395268713 |
| Median Absolute Deviation (MAD) | 2.46 |
| Skewness | 0.7578577997 |
| Sum | 243378.84 |
| Variance | 15.25519223 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.42 | 1424 | 4.6% |
| 4.28 | 1011 | 3.3% |
| 11.62 | 968 | 3.1% |
| 7.11 | 932 | 3.0% |
| 8.51 | 536 | 1.7% |
| 10.99 | 535 | 1.7% |
| 6.8 | 535 | 1.7% |
| 7.04 | 535 | 1.7% |
| 10.79 | 535 | 1.7% |
| 6 | 535 | 1.7% |
| Other values (45) | 21444 | |
| (Missing) | 2008 | 6.5% |
| Value | Count | Frequency (%) |
| 1.82 | 478 | 1.5% |
| 2.42 | 1424 | |
| 2.5 | 477 | 1.5% |
| 3.94 | 480 | 1.5% |
| 4.28 | 1011 | |
| 4.79 | 526 | 1.7% |
| 5.35 | 457 | 1.5% |
| 5.52 | 493 | 1.6% |
| 5.59 | 502 | 1.6% |
| 5.64 | 500 | 1.6% |
| Value | Count | Frequency (%) |
| 18.68 | 272 | |
| 17.72 | 496 | |
| 17.65 | 478 | |
| 17.26 | 529 | |
| 16.52 | 498 | |
| 15.67 | 484 | |
| 12.84 | 473 | |
| 12.54 | 484 | |
| 12.13 | 486 | |
| 12.02 | 243 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 4890 |
| Missing (%) | 15.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.079726904 |
| Minimum | 0.5 |
|---|---|
| Maximum | 12.27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 1.4 |
| median | 2.6 |
| Q3 | 3.6 |
| 95-th percentile | 8.05 |
| Maximum | 12.27 |
| Range | 11.77 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 2.324190019 |
|---|---|
| Coefficient of variation (CV) | 0.7546740641 |
| Kurtosis | 3.702723096 |
| Mean | 3.079726904 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 1.768118245 |
| Sum | 80405.51 |
| Variance | 5.401859243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.3 | 1455 | 4.7% |
| 0.7 | 1431 | 4.6% |
| 1.2 | 1027 | 3.3% |
| 2.6 | 1019 | 3.3% |
| 3.6 | 1015 | 3.3% |
| 1.3 | 974 | 3.1% |
| 0.8 | 968 | 3.1% |
| 2.705 | 536 | 1.7% |
| 12.27 | 535 | 1.7% |
| 2.1 | 535 | 1.7% |
| Other values (34) | 16613 | |
| (Missing) | 4890 | 15.8% |
| Value | Count | Frequency (%) |
| 0.5 | 477 | 1.5% |
| 0.6 | 502 | 1.6% |
| 0.7 | 1431 | |
| 0.8 | 968 | |
| 0.9 | 482 | 1.6% |
| 1 | 528 | 1.7% |
| 1.2 | 1027 | |
| 1.3 | 974 | |
| 1.4 | 272 | 0.9% |
| 1.5 | 476 | 1.5% |
| Value | Count | Frequency (%) |
| 12.27 | 535 | |
| 8.8 | 495 | |
| 8.05 | 527 | |
| 6.892 | 501 | |
| 6.62 | 494 | |
| 5.9 | 476 | |
| 5.82 | 492 | |
| 5.609 | 492 | |
| 4.8 | 437 | |
| 4.53 | 502 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 505 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.42964713 |
| Minimum | 54.7 |
|---|---|
| Maximum | 84.97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 54.7 |
|---|---|
| 5-th percentile | 61.04 |
| Q1 | 69.5 |
| median | 74.05 |
| Q3 | 77.97 |
| 95-th percentile | 83.62 |
| Maximum | 84.97 |
| Range | 30.27 |
| Interquartile range (IQR) | 8.47 |
Descriptive statistics
| Standard deviation | 6.94559675 |
|---|---|
| Coefficient of variation (CV) | 0.09458845331 |
| Kurtosis | -0.09323358249 |
| Mean | 73.42964713 |
| Median Absolute Deviation (MAD) | 3.92 |
| Skewness | -0.6022047581 |
| Sum | 2239090.23 |
| Variance | 48.24131421 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72.58 | 1063 | 3.4% |
| 81.32 | 1020 | 3.3% |
| 72.06 | 979 | 3.2% |
| 83.62 | 535 | 1.7% |
| 75.4 | 535 | 1.7% |
| 78.86 | 535 | 1.7% |
| 77.15 | 535 | 1.7% |
| 80.46 | 535 | 1.7% |
| 83.03 | 535 | 1.7% |
| 76.98 | 531 | 1.7% |
| Other values (50) | 23690 |
| Value | Count | Frequency (%) |
| 54.7 | 467 | |
| 57.4 | 482 | |
| 57.85 | 462 | |
| 61.04 | 492 | |
| 61.49 | 478 | |
| 63.37 | 477 | |
| 63.89 | 480 | |
| 64.13 | 493 | |
| 64.5 | 478 | |
| 65.31 | 484 |
| Value | Count | Frequency (%) |
| 84.97 | 500 | |
| 83.78 | 502 | |
| 83.62 | 535 | |
| 83.56 | 526 | |
| 83.03 | 535 | |
| 82.8 | 526 | |
| 82.05 | 496 | |
| 81.32 | 1020 | |
| 80.46 | 535 | |
| 80.23 | 498 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2514 |
| Missing (%) | 8.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7327258461 |
| Minimum | 0.433 |
|---|---|
| Maximum | 0.955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 242.3 KiB |
Quantile statistics
| Minimum | 0.433 |
|---|---|
| 5-th percentile | 0.51 |
| Q1 | 0.606 |
| median | 0.74 |
| Q3 | 0.848 |
| 95-th percentile | 0.938 |
| Maximum | 0.955 |
| Range | 0.522 |
| Interquartile range (IQR) | 0.242 |
Descriptive statistics
| Standard deviation | 0.1424659474 |
|---|---|
| Coefficient of variation (CV) | 0.1944328129 |
| Kurtosis | -0.9252927506 |
| Mean | 0.7327258461 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | -0.3632708611 |
| Sum | 20870.963 |
| Variance | 0.02029654615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.777 | 1027 | 3.3% |
| 0.796 | 968 | 3.1% |
| 0.738 | 968 | 3.1% |
| 0.779 | 968 | 3.1% |
| 0.567 | 748 | 2.4% |
| 0.737 | 536 | 1.7% |
| 0.916 | 535 | 1.7% |
| 0.938 | 535 | 1.7% |
| 0.926 | 535 | 1.7% |
| 0.704 | 535 | 1.7% |
| Other values (44) | 21129 | |
| (Missing) | 2514 | 8.1% |
| Value | Count | Frequency (%) |
| 0.433 | 462 | |
| 0.452 | 467 | |
| 0.47 | 457 | |
| 0.51 | 484 | |
| 0.512 | 496 | |
| 0.515 | 492 | |
| 0.529 | 482 | |
| 0.543 | 484 | |
| 0.544 | 477 | |
| 0.555 | 478 |
| Value | Count | Frequency (%) |
| 0.955 | 502 | |
| 0.945 | 526 | |
| 0.938 | 535 | |
| 0.932 | 527 | |
| 0.926 | 535 | |
| 0.917 | 493 | |
| 0.916 | 535 | |
| 0.904 | 526 | |
| 0.89 | 529 | |
| 0.88 | 494 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| iso_code | location | date | total_cases | new_cases | total_cases_per_million | new_cases_per_million | stringency_index | population | population_density | median_age | aged_65_older | aged_70_older | gdp_per_capita | cardiovasc_death_rate | diabetes_prevalence | hospital_beds_per_thousand | life_expectancy | human_development_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | PAK | Pakistan | 25-02-2020 | 2.0 | 2 | 0.009 | 0.009 | 19.44 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 1 | PAK | Pakistan | 26-02-2020 | 2.0 | 0 | 0.009 | 0.000 | 19.44 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 2 | PAK | Pakistan | 27-02-2020 | 2.0 | 0 | 0.009 | 0.000 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 3 | PAK | Pakistan | 28-02-2020 | 4.0 | 2 | 0.018 | 0.009 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 4 | PAK | Pakistan | 29-02-2020 | 4.0 | 0 | 0.018 | 0.000 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 5 | PAK | Pakistan | 2020-01-03 00:00:00 | 4.0 | 0 | 0.018 | 0.000 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 6 | PAK | Pakistan | 2020-02-03 00:00:00 | 5.0 | 1 | 0.023 | 0.005 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 7 | PAK | Pakistan | 2020-03-03 00:00:00 | 5.0 | 0 | 0.023 | 0.000 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 8 | PAK | Pakistan | 2020-04-03 00:00:00 | 5.0 | 0 | 0.023 | 0.000 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
| 9 | PAK | Pakistan | 2020-05-03 00:00:00 | 6.0 | 1 | 0.027 | 0.005 | 28.70 | 221000000 | 255.573 | 23.5 | 4.495 | 2.78 | 5034.708 | 423.031 | 8.35 | 0.6 | 67.27 | 0.557 |
Last rows
| iso_code | location | date | total_cases | new_cases | total_cases_per_million | new_cases_per_million | stringency_index | population | population_density | median_age | aged_65_older | aged_70_older | gdp_per_capita | cardiovasc_death_rate | diabetes_prevalence | hospital_beds_per_thousand | life_expectancy | human_development_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 30988 | ZWE | Zimbabwe | 2021-01-07 00:00:00 | 51221.0 | 1357 | 3446.226 | 91.301 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30989 | ZWE | Zimbabwe | 2021-02-07 00:00:00 | 52663.0 | 1442 | 3543.246 | 97.020 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30990 | ZWE | Zimbabwe | 2021-03-07 00:00:00 | 53665.0 | 1002 | 3610.662 | 67.416 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30991 | ZWE | Zimbabwe | 2021-04-07 00:00:00 | 54474.0 | 809 | 3665.092 | 54.431 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30992 | ZWE | Zimbabwe | 2021-05-07 00:00:00 | 56014.0 | 1540 | 3768.706 | 103.614 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30993 | ZWE | Zimbabwe | 2021-06-07 00:00:00 | 57963.0 | 1949 | 3899.837 | 131.132 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30994 | ZWE | Zimbabwe | 2021-07-07 00:00:00 | 60227.0 | 2264 | 4052.163 | 152.325 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30995 | ZWE | Zimbabwe | 2021-08-07 00:00:00 | 62383.0 | 2156 | 4197.222 | 145.059 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30996 | ZWE | Zimbabwe | 2021-09-07 00:00:00 | 65066.0 | 2683 | 4377.738 | 180.516 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
| 30997 | ZWE | Zimbabwe | 2021-10-07 00:00:00 | 66853.0 | 1787 | 4497.970 | 120.232 | NaN | 14862927 | 42.729 | 19.6 | 2.822 | 1.882 | 1899.775 | 307.846 | 1.82 | 1.7 | 61.49 | 0.571 |
Most frequently occurring
| iso_code | location | total_cases | new_cases | total_cases_per_million | new_cases_per_million | stringency_index | population | population_density | median_age | aged_65_older | aged_70_older | gdp_per_capita | cardiovasc_death_rate | diabetes_prevalence | hospital_beds_per_thousand | life_expectancy | human_development_index | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 789 | VAT | Vatican | 27.0 | 0 | 33374.540 | 0.0 | NaN | 809 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75.12 | NaN | 266 |
| 787 | VAT | Vatican | 12.0 | 0 | 14833.130 | 0.0 | NaN | 809 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 75.12 | NaN | 158 |
| 866 | WSM | Samoa | 3.0 | 0 | 15.120 | 0.0 | NaN | 198410 | 69.413 | 22.0 | 5.606 | 3.564 | 6021.557 | 348.977 | 9.21 | NaN | 73.32 | 0.715 | 145 |
| 865 | WSM | Samoa | 2.0 | 0 | 10.080 | 0.0 | NaN | 198410 | 69.413 | 22.0 | 5.606 | 3.564 | 6021.557 | 348.977 | 9.21 | NaN | 73.32 | 0.715 | 79 |
| 862 | VUT | Vanuatu | 4.0 | 0 | 13.023 | 0.0 | 22.22 | 307150 | 22.662 | 23.1 | 4.394 | 2.620 | 2921.909 | 546.300 | 12.02 | NaN | 70.47 | 0.609 | 76 |
| 110 | KNA | Saint Kitts and Nevis | 15.0 | 0 | 281.997 | 0.0 | NaN | 53192 | 212.865 | NaN | NaN | NaN | 24654.390 | NaN | 12.84 | 2.3 | 76.23 | 0.779 | 74 |
| 313 | SLB | Solomon Islands | 20.0 | 0 | 29.117 | 0.0 | 25.00 | 686878 | 21.841 | 20.8 | 3.507 | 2.043 | 2205.923 | 459.780 | 18.68 | 1.4 | 73.00 | 0.567 | 74 |
| 112 | KNA | Saint Kitts and Nevis | 17.0 | 0 | 319.597 | 0.0 | NaN | 53192 | 212.865 | NaN | NaN | NaN | 24654.390 | NaN | 12.84 | 2.3 | 76.23 | 0.779 | 72 |
| 650 | TJK | Tajikistan | 13308.0 | 0 | 1395.313 | 0.0 | 31.48 | 9537642 | 64.281 | 23.3 | 3.466 | 2.155 | 2896.913 | 427.698 | 7.11 | 4.8 | 71.10 | 0.668 | 71 |
| 859 | VUT | Vanuatu | 1.0 | 0 | 3.256 | 0.0 | 22.22 | 307150 | 22.662 | 23.1 | 4.394 | 2.620 | 2921.909 | 546.300 | 12.02 | NaN | 70.47 | 0.609 | 69 |